CASE STUDY - 2 :: Apple Foliar Disease Detection 🍎🌳🍏

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PROJECT Documents 💼

Business Deck

DATASETS Used 🍃

NOTEBOOK Description 📗

This notebook contains the below improvements done on the best performing model to achieve better results:

NOTEBOOK Contents ✍️

1. Libraries Import

Improvements done on best Performing Model

Import_Libraries

Data_Loading

Calculating_Class_Weights

Defining_Performance_Metrics

Model_Configuration

Best_Model

Performance on UNSEEN TEST Set

OBSERVATIONS

Explaining_Best_Model_Predictions

Correct_Predictions

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

Some_Mistakes

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

Improvement_1

Performance on UNSEEN TEST Set

OBSERVATIONS

Explaining_Best_Model_Predictions

Correct_Predictions

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

Mistakes_of_BestModel_corrected_after_Improvement

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

OBSERVATIONS

Improvement_2

OBSERVATIONS

OVERALL_RESULTS